# Classification on MNIST (test) (Bound Loss, Test Error, KL Divergence) Source: [Classification on MNIST (test) (Bound Loss, Test Error, KL Divergence)]() Collection index: [llms.txt]() Data updated: 2026-05-20T08:03:51.085Z Evaluation of classification performance on the MNIST test set, reporting loss bounds, test error, and KL divergence. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Classification | | Dataset (including any stated split) | MNIST (test) | | Metric | Bound Loss (0-1) | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 12 of 12 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [Bound Loss (0-1)](): Lower is better; unit: SCALAR. - [Test Error](): Lower is better; unit: PERCENT. - [KL Divergence (KL/m)](): Lower is better; unit: SCALAR. ## Recorded results | Method | Bound Loss (0-1) | Result date | Report paper | | --- | --- | --- | --- | | Perez-Ortiz et al. (2021b) | 0.028 | Not recorded | 68fa70ee1e209131cea4e1ce | | Perez-Ortiz et al. (2021b) | 0.028 | Not recorded | 68fa70ee1e209131cea4e1ce | | GenFL | 0.039 | Not recorded | 68fa70ee1e209131cea4e1ce | | GenFL | 0.04 | Not recorded | 68fa70ee1e209131cea4e1ce | | Perez-Ortiz et al. (2021b) | 0.316 | Not recorded | 68fa70ee1e209131cea4e1ce | | Perez-Ortiz et al. (2021b) | 0.33 | Not recorded | 68fa70ee1e209131cea4e1ce | | GenFL | 0.333 | Not recorded | 68fa70ee1e209131cea4e1ce | | GenFL | 0.342 | Not recorded | 68fa70ee1e209131cea4e1ce | | GenFL | 61 | Not recorded | 68fa70ee1e209131cea4e1ce | | GenFL | 88 | Not recorded | 68fa70ee1e209131cea4e1ce | | GenFL | 408 | Not recorded | 68fa70ee1e209131cea4e1ce | | GenFL | 415 | Not recorded | 68fa70ee1e209131cea4e1ce | ### Perez-Ortiz et al. (2021b) Bound Loss (0-1): 0.028. Result ID: 6a0d6aa0fbc373592c054d37. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setup":"1 client","Prior":"Learnt","Objective":"f1"}. This record does not assert independent reproduction. ### Perez-Ortiz et al. (2021b) Bound Loss (0-1): 0.028. Result ID: 6a0d6aa0fbc373592c054d38. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setup":"1 client","Prior":"Learnt","Objective":"f2"}. This record does not assert independent reproduction. ### GenFL Bound Loss (0-1): 0.039. Result ID: 6a0d6aa0fbc373592c054d3f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setup":"100 users","KL Penalty":"No penalty","Prior":"Learnt","Objective":"f1"}. This record does not assert independent reproduction. ### GenFL Bound Loss (0-1): 0.04. Result ID: 6a0d6aa0fbc373592c054d40. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setup":"100 users","KL Penalty":"No penalty","Prior":"Learnt","Objective":"f2"}. This record does not assert independent reproduction. ### Perez-Ortiz et al. (2021b) Bound Loss (0-1): 0.316. Result ID: 6a0d6aa0fbc373592c054d36. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setup":"1 client","Prior":"Random","Objective":"f2"}. This record does not assert independent reproduction. ### Perez-Ortiz et al. (2021b) Bound Loss (0-1): 0.33. Result ID: 6a0d6aa0fbc373592c054d35. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setup":"1 client","Prior":"Random","Objective":"f1"}. This record does not assert independent reproduction. ### GenFL Bound Loss (0-1): 0.333. Result ID: 6a0d6aa0fbc373592c054d39. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setup":"100 users","KL Penalty":"0.1","Prior":"Random","Objective":"f1"}. This record does not assert independent reproduction. ### GenFL Bound Loss (0-1): 0.342. Result ID: 6a0d6aa0fbc373592c054d3a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setup":"100 users","KL Penalty":"0.1","Prior":"Random","Objective":"f2"}. This record does not assert independent reproduction. ### GenFL Bound Loss (0-1): 61. Result ID: 6a0d6aa0fbc373592c054d3b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setup":"100 users","KL Penalty":"0.1","Prior":"Learnt","Objective":"f1"}. This record does not assert independent reproduction. ### GenFL Bound Loss (0-1): 88. Result ID: 6a0d6aa0fbc373592c054d3c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setup":"100 users","KL Penalty":"0.1","Prior":"Learnt","Objective":"f2"}. This record does not assert independent reproduction. ### GenFL Bound Loss (0-1): 408. Result ID: 6a0d6aa0fbc373592c054d3e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setup":"100 users","KL Penalty":"No penalty","Prior":"Random","Objective":"f2"}. This record does not assert independent reproduction. ### GenFL Bound Loss (0-1): 415. Result ID: 6a0d6aa0fbc373592c054d3d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Setup":"100 users","KL Penalty":"No penalty","Prior":"Random","Objective":"f1"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.